A low-key build system for working with data.
Project description
laforge is a low-key build system for working with data.
💻 Introduction
You know, I've always thought technology could solve almost any problem.
$ python -m pip install laforge -q
...
$ laforge create
Creating /home/matvan/science/build.ini
? Creating a new laforge INI at: /home/matvan/science/build.ini
Creating /home/matvan/science/build.ini
? Default read directory, relative to /home/matvan/science/: ./data
? Default write directory, relative to /home/matvan/science/: ./output
? Default execute directory, relative to /home/matvan/science/: ./
? SQL Distribution: SQLite
? Database: :memory:
New laforge INI written at: /home/matvan/science/build.ini
Enjoy!
There's theory and then there's application. They don't always jibe.
$ vim ./build.ini
...
$ cat ./build.ini
[DEFAULT]
read_dir: ./data
write_dir: ./output
execute_dir: ./
distro: sqlite
database: :memory:
# Write the contents of an Excel sheet as a SQL table
[load_individual]
read: 2019_indiv_data.xlsx
write: raw_grp
# Write the contents of a CSV as a SQL table
[load_group]
read: 2019_grp_data.csv
write: raw_indiv
# Execute a standalone SQL script; read a SQL table and save as CSV
[do_some_things]
execute: do_stuff.sql
read: laforge.demo.aggregate
write: aggregate.csv
# Read the result of an ad-hoc SQL query; write to an HTML table
[peek]
read:
"select top 50 *
from demo.aggregate agg
left join demo.raw_indiv ri
on agg.v1 = r1.v2
order by newid();"
write: results_peek.html
Yeah, but that's imposs—yes, sir.
$ laforge build
‖-)
📓 Documentation
https://laforge.readthedocs.io/en/latest/
⚗️ Development
Captain, we can do it... It'll take fifteen years and a research team of a hundred.
🤖 Automation
🚀 Downstream
🧙 Author
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